MLOps ﯼﺍﺮﺑ ﻥﻮﺘﯾﺎﭘ ﯼﺭﻭﺮﺿ ﻪﻧﺎﺨﺑﺎﺘﮐ 7


.ﺪﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ ﮏﯿﮐ ﻪﮑﺗ ﮏﯾ ﻪﺑ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺭﺍﺮﻘﺘﺳﺍ ﻪﮐ ﻥﻮﺘﯾﺎﭘ MLOps ﺏﻮﺒﺤﻣ

ﺎﻫﺭﺎﺑ .ﺩﺮﮐ ﻢﯿﻫﺍﻮﺧ ﯽﺳﺭﺮﺑ ، ﺩﺍﺩ ﻢﯿﻫﺍﻮﺧ ﺭﺍﺮﻗ ﯽﺳﺭﺮﺑ ﺩﺭﻮﻣ ﻊﯾﺮﺳ ﺝﺎﺘﻨﺘﺳﺍ ﯼﺍﺮﺑ ﻊﺑﺎﻨﻣ ﯼ

1. mlflow

MLflow ﺪﻫﺩ ﯽﻣ ﻪﺋﺍﺭﺍ ﺍﺭ ﯼﺪﯿﻠﮐ ءﺰﺟ ﺭﺎﻬﭼ .ﺪﻨﮐ ﯽﻣ ﺖﯾﺮﯾﺪﻣ ﺭﺍﺮﻘﺘﺳﺍ ﺎﺗ ﺶﯾﺎﻣﺯﺁ ﺯﺍ ﺍﺭ ﻦ

  • ﯽﺑﺎﯾﺩﺭ : ﺩﻮﺷ ﯽﻣ ﺍﺮﺟﺍ ﺎﻤﺷ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻝﺪﻣ ﺯﺍ ﺕﺎﻋﻮﻨﺼﻣ ﻭ ﺎﻫﺭﺎ

    MLFlow ﺪﻫﺩ ﯽﻣ ﻪﺋﺍﺭﺍ ﻥﺎﺑﺯ ﮒﺭﺰﺑ ﯼﺎﻬﻟﺪﻣ ﯽﺑﺎﯾﺯﺭﺍ ﯼﺍﺮﺑ ﺍﺭ ﺎﻫﺭﺍﺰﺑﺍ ﺯﺍ ﯼﺍ ﻪﻋﻮﻤﺠﻣ ، ﻦﯾ

    ﺭﺍﺪﺸﺨﺑ .2

    Prefect ﺭﺩ ﯼﺮﺗﺮﺑ ﻦﯾﺍ .ﺪﻨﮐ ﯽﻣ ﻩﺩﺎﺳ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﺭﺎﮐ ﺵﺩﺮﮔ ﺮﺑ ﺕﺭﺎﻈﻧ ﻭ ﯼﺰﯾﺭ ﻪﻣ

    • ﻩﺩﺎﻔﺘﺳﺍ ﺖﻟﻮﻬﺳ: ﺭﻮﺗﺍﺭﻮﮐﺩ ﺯﺍ ﻩﺩﺎﻔﺘﺳﺍ ﺎﺑ Python، ﯽﻣﺪﯿﻫﺩ ﻥﺎﯾ

      Prefect ﯽﻣ ﺎﻣ .ﺪﻫﺩ ﯽﻣ ﻪﺋﺍﺭﺍ ﯽﻠﻣﺎﻌﺗ ﺩﺭﻮﺒﺷﺍﺩ ﻭ ﻩﺪﺷ ﺖﯾﺮﯾﺪﻣ ﺕﺎﻣﺪﺧ ﻡﺮﻓ ﺖﻠﭘ ﮏﯾ ﻦﯿﻨﭽﻤ

      ﻖﯿﻤﻋ ﯼﺎﻫ ﮏﭼ .3

      Deepchecks ﺩﺭﺍﺩ ﺰﮐﺮﻤﺗ ﺩﺭﺍﻮﻣ ﻦﯾﺍ ﯼﻭﺭ ﺮﺑ .ﺪﻫﺩ ﯽﻣ ﻪﺋﺍﺭﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻩﺩﺍﺩ ﻭ

      • ﺎﻫ ﻩﺩﺍﺩ ﯽﮕﭼﺭﺎﭙﮑﯾ : ﺪﯿﻨﮐ ﺪﯿﯾﺄﺗ ﺍﺭ ﺎﻫ ﻩﺩﺍﺩ ﻊﯾﺯﻮﺗ ﻭ ﻩﺩﺮﮐ ﯽﯾﺎﺳﺎﻨ

         .ﺪﯿﻫﺩ ﻕﻮﺳ ﺪﯿﻟﻮﺗ ﺖﻤﺳ ﻪﺑ ﺍﺭ ﻝﺪﻣ ، ﺩﻮﺷ ﻩﺩﺭﻭﺁﺮﺑ ﯽﺻﺎﺧ ﻂﯾﺍﺮﺷ ﺮﮔﺍ .ﻢﯿﻨﮐ ﺭﺎﮐﺩﻮﺧ ﺍﺭ ﺪﻨ

        ﻞﻣﻮﺘﻨﺑ .4

        BentoML ﺯﺍ ﺪﻨﺗﺭﺎﺒﻋ ﯼﺪﯿﻠﮐ ﯼﺎﻫ ﯽﮔﮋﯾﻭ .ﺪﻨﮐ ﯽﻣ ﻩﺩﺎﺳ ﺍﺭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺭﺍﺮﻘﺘ

        • Bento: ﻪﺘﺴﺑ ﻡﺎﻤﺗﯽﮕﺘﺴﺑﺍﻭ ﻭ ﺎﻫﻪﺘﺴﺑ ﺍﺭ ﻡﺯﻻ ﯼﺎﻫﺪﯿﻨ

          BentoML ﺖﺳﺍ ﺪﻣﺁﺭﺎﮐ ﻭ ﻪﭼﺭﺎﭙﮑﯾ ﻥﺎﮑﻣﺍ ﺪﺣ ﺎﺗ ﺭﺍﺮﻘﺘﺳﺍ ﺪﻨﯾﺁﺮﻓ ﻪﮐ ﺪﻨﮐ ﯽﻣ ﻦﯿﻤﻀﺗ ﻭ ﺪﻨﮐ

          5

          Metaflow ، ﻂﺳﻮﺗ ﻪﮐ Netflix ﺪﻫﺩ ﯽﻣ ﻪﺋﺍﺭﺍ ﻦﯾﺍ .ﺪﻨﮐ ﯽﻣ ﻩﺩﺎﺳ ﺍﺭ ﯽﻌﻗﺍﻭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎ

          • ﻪﺨﺴﻧ ﻝﺮﺘﻨﮐ: ﻩﮊﻭﺮﭘ ﻞﻣﺎﮐ ﺐﺴﻧﺪﯿﻨﮐ ﻝﺎﺒﻧﺩ ﺍﺭ ﺩﻮﺧ ﯽﻨﯿﺷﺎﻣ ﯼﺮﯿﮔﺩ

            Metaflow ﻥﺎﺳﺪﻨﻬﻣ ﻭ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﻥﺎﺳﺪﻨﻬﻣ ﻦﯿﺑ ﻑﺎﮑﺷ DevOps ﯼﺎﻫ ﻪﺷﻮﺧ ﻦﯾﺍ .ﺪﻨﻨﮐ ﺰﮐ

            ﺖﺳﺍ ﯽﻬﯾﺪﺑ .6

            :ﺪﻨﮐ ﯽﻣ ﻢﻫﺍﺮﻓ .ﺖﺳﺍ ﺪﯿﻟﻮﺗ ﺭﺩ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻝﺪﻣ ﺮﺑ ﺕﺭﺎﻈﻧ ﯼﺍﺮﺑ ﯼﺍ ﻪﻧﺎﺨﺑﺎﺘﮐ ﯽﻋ

            • ﯽﻌﻗﺍﻭ ﻥﺎﻣﺯ ﺮﺑ ﺕﺭﺎﻈﻧ : ﯽﻌﻗﺍﻭ ﻥﺎﻣﺯ ﺭﺩ ﺎﻫ ﻩﺩﺍﺩ ﺮﯿﯿﻐﺗ ﻭ ﻝﺪﻣ ﺩﺮﮑﻠ

              .ﺪﻨﻫﺩ ﯽﻣ ﻪﺋﺍﺭﺍ ﺍﺭ ﻝﺎﻌﻓ ﻝﺪﻣ ﯼﺭﺍﺪﻬﮕﻧ ﻞﯿﻬﺴﺗ ﻭ ﺐﯾﺮﺨﺗ ﻩﺪﻨﻫﺩ ﺭﺍﺪﺸﻫ ﻢﺋﻼﻋ ﻭ ﺪﻧﺭﺍﺩ ﯽﺑﻮﺧ

              ﯼﺭ .7

              :ﺪﻨﮐ ﯽﻣ ﯽﻧﺎﺒﯿﺘﺸﭘ .ﺖﺳﺍ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫﺭﺎﺑ ﯼﺍﺮﺑ ﻝﺁ ﻩﺪﯾﺍ ، ﻩﺪﺷ ﻊﯾﺯﻮﺗ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ

              • ﻩﺪﺷ ﻊﯾﺯﻮﺗ ﻭ ﯼﺯﺍﻮﻣ ﺕﺎﺒﺳﺎﺤﻣ : ﺭﺎﮐ ﯼﺎﻫﺭﺎﺑ ML ﻦﯾﺪﻨﭼ ﺭﺩ ﯼﺯﺍﻮﻣ ﺕﺭﻮ

                .ﺪﻨﻨﮐ ﯽﻣ ﻞﯾﺪﺒﺗ ﻦﯿﺷﺎﻣ ﯼﺮﯿﮔﺩﺎﯾ ﯼﺎﻫ ﻪﻣﺎﻧﺮﺑ ﯼﺪﻨﺑ ﺱﺎﯿﻘﻣ ﯼﺍﺮﺑ ﯽﺳﺎﺳﺍ ﯼﺭﺍﺰﺑﺍ ﻪﺑ ﺍﺭ ﻥﺁ

                ﯽﯾﺎﻬﻧ ﺭﺎﮑﻓﺍ


                .ﺪﯿﻨﮐ ﻡﺎﻏﺩﺍ ﺩﻮﺧ ﯼﺎﻫ ﻩﮊﻭﺮﭘ ﺭﺩ ﺍﺭ ﺎﻬﻧﺁ ﻭ ﻩﺩﺮﮐ ﻉﻭﺮﺷ ﺍﺭ ﺎﻫﺭﺍﺰﺑﺍ ﻦﯾﺍ ﯼﺮﯿﮔﺩﺎﯾ